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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Zai org CogVideo SAT Finetuning
- Workflow:Huggingface Transformers Model Training With Trainer
- Workflow:Marker Inc Korea AutoRAG Pipeline Deployment
- Workflow:Duckdb Duckdb Code Generation Pipeline
- Workflow:Openai Openai agents python Multi Agent Handoff
- Workflow:Anthropics Anthropic sdk python Streaming Message Interaction
- Workflow:Openclaw Openclaw Plugin And Skill Extension
- Workflow:Hpcaitech ColossalAI Model Evaluation
- Workflow:DistrictDataLabs Yellowbrick Cluster Analysis
- Workflow:VainF Torch Pruning Vision Transformer Pruning
Principles
- Principle:Nightwatchjs Nightwatch Core Type System
- Principle:Ggml org Ggml Architecture Specific SIMD Quantization
- Principle:Spotify Luigi Dependency Chaining
- Principle:AnswerDotAI RAGatouille Index Update
- Principle:Puppeteer Puppeteer Browser Version Resolution
- Principle:Scikit learn contrib Imbalanced learn Instance Hardness Cross Validation
- Principle:Huggingface Datasets Parquet Export
- Principle:PacktPublishing LLM Engineers Handbook Vector Similarity Search
- Principle:OWASP Www project top 10 for large language model applications Translation Publication
- Principle:Speechbrain Speechbrain TTS Inference Pipeline
Implementations
- Implementation:Microsoft Playwright Public Protocol Types
- Implementation:Tencent Ncnn SqueezeNetSSD Example
- Implementation:Apache Hudi BucketAssignFunction ProcessElement
- Implementation:Testtimescaling Testtimescaling github io HTML Table Row Append
- Implementation:Microsoft Playwright CheckDeps
- Implementation:Neuml Txtai PgText Scoring
- Implementation:Google deepmind Dm control MJCF Physics
- Implementation:Microsoft Playwright Root Package Lock
- Implementation:SeleniumHQ Selenium Closure Testing MockMatchers
- Implementation:EvolvingLMMs Lab Lmms eval Flickr30k Utils
Heuristics
- Heuristic:Apache Spark Hardware Provisioning Tips
- Heuristic:Danijar Dreamerv3 Symlog TwoHot Prediction
- Heuristic:Apache Dolphinscheduler Netty Thread Sizing
- Heuristic:Langgenius Dify Workflow Draft Hash Sync
- Heuristic:Unstructured IO Unstructured Warning Deprecated Staging Base
- Heuristic:Ollama Ollama Sampling Numerical Stability
- Heuristic:CarperAI Trlx Partial Layer Freezing
- Heuristic:Tensorflow Serving Batching Thread Tuning
- Heuristic:Sktime Pytorch forecasting Target Normalization Transforms
- Heuristic:ContextualAI HALOs FSDP Sampling Workaround
Environments
- Environment:Vllm project Vllm Intel XPU
- Environment:Microsoft Onnxruntime Sklearn Conversion Environment
- Environment:Microsoft LoRA NLG Eval External Tools
- Environment:Farama Foundation Gymnasium MuJoCo Physics Backend
- Environment:Microsoft DeepSpeedExamples VisualChat Training Environment
- Environment:Langfuse Langfuse Docker Infrastructure
- Environment:Datajuicer Data juicer GPU CUDA Environment
- Environment:Intel Ipex llm CPU Finetuning Environment
- Environment:Interpretml Interpret Python Core Environment
- Environment:Evidentlyai Evidently Spark Engine Environment